The late afternoon sun cast long shadows across the manicured lawns. Barnaby, a scruffy terrier mix, was at it again. This time, he’d bypassed the flimsy fence separating Mrs. Gable’s prize-winning petunias from Arthur’s yard. Arthur, feeling the heat rise in his cheeks, slammed his gardening trowel onto the brick patio. “Not today, Barnaby!” he bellowed, striding purposefully toward the canine intruder. His chest puffed slightly, a mix of annoyance and something else, something… stronger.

He spotted the dog, happily sniffing at a particularly vibrant bloom. Arthur took a deep breath, the scent of freshly cut grass filling his lungs. He was ready to face whatever came.

“Barnaby, you mutt, get out of there!” he shouted again, his voice echoing in the otherwise quiet cul-de-sac. He prepared to give chase, his pace a brisk walk to seem less threatening.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444